Overview

Dataset Statistics

Number of Variables 10
Number of Rows 583
Missing Cells 0
Missing Cells (%) 0.0%
Duplicate Rows 13
Duplicate Rows (%) 2.2%
Total Size in Memory 75.1 KB
Average Row Size in Memory 131.9 B
Variable Types
  • Numerical: 9
  • Categorical: 1

Dataset Insights

Total_Bilirubin is skewed Skewed
Direct_Bilirubin is skewed Skewed
Alkaline_Phosphotase is skewed Skewed
Alamine_Aminotransferase is skewed Skewed
Aspartate_Aminotransferase is skewed Skewed
Albumin_and_Globulin_Ratio is skewed Skewed
Dataset has 13 (2.23%) duplicate rows Duplicates

Variables


Age

numerical

Approximate Distinct Count 72
Approximate Unique (%) 12.3%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 9328
Mean 44.7461
Minimum 4
Maximum 90
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Age is skewed left (γ1 = -0.0293)

Quantile Statistics

Minimum 4
5-th Percentile 18
Q1 33
Median 45
Q3 58
95-th Percentile 72
Maximum 90
Range 86
IQR 25

Descriptive Statistics

Mean 44.7461
Standard Deviation 16.1898
Variance 262.1107
Sum 26087
Skewness -0.02931
Kurtosis -0.5655
Coefficient of Variation 0.3618

Total_Bilirubin

numerical

Approximate Distinct Count 113
Approximate Unique (%) 19.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 9328
Mean 3.2988
Minimum 0.4
Maximum 75
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Total_Bilirubin is skewed right (γ1 = 4.8948)

Quantile Statistics

Minimum 0.4
5-th Percentile 0.6
Q1 0.8
Median 1
Q3 2.6
95-th Percentile 16.35
Maximum 75
Range 74.6
IQR 1.8

Descriptive Statistics

Mean 3.2988
Standard Deviation 6.2095
Variance 38.5582
Sum 1923.2
Skewness 4.8948
Kurtosis 36.8356
Coefficient of Variation 1.8824
  • Total_Bilirubin is not normally distributed (p-value 3.0889323140925768e-24)
  • Total_Bilirubin has 84 outliers

Direct_Bilirubin

numerical

Approximate Distinct Count 80
Approximate Unique (%) 13.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 9328
Mean 1.4861
Minimum 0.1
Maximum 19.7
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Direct_Bilirubin is skewed right (γ1 = 3.2041)

Quantile Statistics

Minimum 0.1
5-th Percentile 0.1
Q1 0.2
Median 0.3
Q3 1.3
95-th Percentile 8.4
Maximum 19.7
Range 19.6
IQR 1.1

Descriptive Statistics

Mean 1.4861
Standard Deviation 2.8085
Variance 7.8877
Sum 866.4
Skewness 3.2041
Kurtosis 11.2451
Coefficient of Variation 1.8898
  • Direct_Bilirubin is not normally distributed (p-value 1.07825122604191e-23)
  • Direct_Bilirubin has 81 outliers

Alkaline_Phosphotase

numerical

Approximate Distinct Count 263
Approximate Unique (%) 45.1%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 9328
Mean 290.5763
Minimum 63
Maximum 2110
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Alkaline_Phosphotase is skewed right (γ1 = 3.7554)

Quantile Statistics

Minimum 63
5-th Percentile 137
Q1 175.5
Median 208
Q3 298
95-th Percentile 698.1
Maximum 2110
Range 2047
IQR 122.5

Descriptive Statistics

Mean 290.5763
Standard Deviation 242.938
Variance 59018.8666
Sum 169406
Skewness 3.7554
Kurtosis 17.5907
Coefficient of Variation 0.8361
  • Alkaline_Phosphotase is not normally distributed (p-value 1.978462946138677e-15)
  • Alkaline_Phosphotase has 69 outliers

Alamine_Aminotransferase

numerical

Approximate Distinct Count 152
Approximate Unique (%) 26.1%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 9328
Mean 80.7136
Minimum 10
Maximum 2000
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Alamine_Aminotransferase is skewed right (γ1 = 6.5323)

Quantile Statistics

Minimum 10
5-th Percentile 15
Q1 23
Median 35
Q3 60.5
95-th Percentile 232
Maximum 2000
Range 1990
IQR 37.5

Descriptive Statistics

Mean 80.7136
Standard Deviation 182.6204
Variance 33350.1944
Sum 47056
Skewness 6.5323
Kurtosis 50.1364
Coefficient of Variation 2.2626
  • Alamine_Aminotransferase is not normally distributed (p-value 1.3922521760227646e-23)
  • Alamine_Aminotransferase has 73 outliers

Aspartate_Aminotransferase

numerical

Approximate Distinct Count 177
Approximate Unique (%) 30.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 9328
Mean 109.9108
Minimum 10
Maximum 4929
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Aspartate_Aminotransferase is skewed right (γ1 = 10.519)

Quantile Statistics

Minimum 10
5-th Percentile 15.1
Q1 25
Median 42
Q3 87
95-th Percentile 400.9
Maximum 4929
Range 4919
IQR 62

Descriptive Statistics

Mean 109.9108
Standard Deviation 288.9185
Variance 83473.9164
Sum 64078
Skewness 10.519
Kurtosis 149.6184
Coefficient of Variation 2.6287
  • Aspartate_Aminotransferase is not normally distributed (p-value 9.535055700647434e-25)
  • Aspartate_Aminotransferase has 66 outliers

Total_Protiens

numerical

Approximate Distinct Count 58
Approximate Unique (%) 9.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 9328
Mean 6.4832
Minimum 2.7
Maximum 9.6
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Total_Protiens is skewed left (γ1 = -0.2849)

Quantile Statistics

Minimum 2.7
5-th Percentile 4.61
Q1 5.8
Median 6.6
Q3 7.2
95-th Percentile 8.1
Maximum 9.6
Range 6.9
IQR 1.4

Descriptive Statistics

Mean 6.4832
Standard Deviation 1.0855
Variance 1.1782
Sum 3779.7
Skewness -0.2849
Kurtosis 0.2208
Coefficient of Variation 0.1674
  • Total_Protiens is not normally distributed (p-value 0.000297306684315054)
  • Total_Protiens has 8 outliers

Albumin

numerical

Approximate Distinct Count 40
Approximate Unique (%) 6.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 9328
Mean 3.1419
Minimum 0.9
Maximum 5.5
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Albumin is skewed left (γ1 = -0.0436)

Quantile Statistics

Minimum 0.9
5-th Percentile 1.8
Q1 2.6
Median 3.1
Q3 3.8
95-th Percentile 4.39
Maximum 5.5
Range 4.6
IQR 1.2

Descriptive Statistics

Mean 3.1419
Standard Deviation 0.7955
Variance 0.6329
Sum 1831.7
Skewness -0.04357
Kurtosis -0.3949
Coefficient of Variation 0.2532

Albumin_and_Globulin_Ratio

numerical

Approximate Distinct Count 69
Approximate Unique (%) 11.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 9328
Mean 0.947
Minimum 0.3
Maximum 2.8
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Albumin_and_Globulin_Ratio is skewed right (γ1 = 0.9896)

Quantile Statistics

Minimum 0.3
5-th Percentile 0.5
Q1 0.7
Median 0.93
Q3 1.1
95-th Percentile 1.5
Maximum 2.8
Range 2.5
IQR 0.4

Descriptive Statistics

Mean 0.947
Standard Deviation 0.3189
Variance 0.1017
Sum 552.13
Skewness 0.9896
Kurtosis 3.2583
Coefficient of Variation 0.3367
  • Albumin_and_Globulin_Ratio is not normally distributed (p-value 1.2459763665111632e-10)
  • Albumin_and_Globulin_Ratio has 10 outliers

Dataset

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.3%
Missing 0
Missing (%) 0.0%
Memory Size 39477
  • The largest value (Yes) is over 2.49 times larger than the second largest value (No)

Length

Mean 2.7136
Standard Deviation 0.4525
Median 3
Minimum 2
Maximum 3

Sample

1st row Yes
2nd row Yes
3rd row Yes
4th row Yes
5th row Yes

Letter

Count 1582
Lowercase Letter 999
Space Separator 0
Uppercase Letter 583
Dash Punctuation 0
Decimal Number 0
  • The top 2 categories (Yes, No) take over 50.0%
  • The largest value (yes) is over 2.49 times larger than the second largest value (no)

Interactions

Correlations

Missing Values